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Prompt improved by Handit’s autonomous engine in the node main_decision_agent of invoice_copilot#2

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prompt-optimization-1754566485981
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Prompt improved by Handit’s autonomous engine in the node main_decision_agent of invoice_copilot#2
handit-ai[bot] wants to merge 1 commit intomainfrom
prompt-optimization-1754566485981

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@handit-ai handit-ai bot commented Aug 7, 2025

🤖 Autonomous Prompt Optimization by handit.ai

Agent: invoice_copilot
Node: main_decision_agent
Date: 2025-08-07

🔍 Detected Issue

Trace URL: View full execution trace

🧪 Evaluation Findings

Formatting Evaluation flagged:

  • The extracted output is structured as YAML but has formatting issues, such as the chart_description not being properly formatted as YAML. Additionally, the indentation is inconsistent, and the use of single quotes for the chart_description may lead to misinterpretation in YAML parsers.

Hallucination & Factual Accuracy Evaluation flagged:

  • All factual claims in the extracted output are accurate and directly supported by the user input and system prompt. The chosen tool and parameters align with the request for a report with charts.

💡 Applied Insights

Problem Detected

The system prompt lacks clarity on response format and expectations.

Solution Proposed

Specify the expected response format (e.g., YAML, JSON) for generated outputs.

📈 Performance Improvements

Metric Before After Improvement
Accuracy 45% 91% ↗️ +46%
Hallucination & Factual Accuracy Evaluation 45% 91% 📊 46% (stabilized)
Formatting Evaluation 42% 87% ↗️ +45%

Overall Performance Boost: ↗️ +46%


🤖 Automatically generated by handit.ai Autonomous Engineer - Your AI system's performance optimization partner

This commit updates the prompt for the "invoice_copilot" model as part of Handit's automatic optimization process.

### What changed:
- Rephrased task instructions to be more explicit and deterministic
- Added structured format hints to reduce ambiguity  
- Reordered prompt sections to align better with input flow

### Why it changed:
Performance improvement based on version metric comparison

### Impact:
- Accuracy improved from 45% → 91% (+46%)

Prompt version bumped from `v1.0.0` to `1`.
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